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将Non-Local加在目标检测模型中 #34

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handsomefengfeng opened this issue Dec 24, 2019 · 1 comment
Open

将Non-Local加在目标检测模型中 #34

handsomefengfeng opened this issue Dec 24, 2019 · 1 comment

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@handsomefengfeng
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您好,我想请问一下,这种方法加在目标检测模型中,针对小物体的检测精度是否会提升

以及,一般加在哪里呢,怎么加?

谢谢~~~ !

@AlexHex7
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@handsomefengfeng Hi, 我没有在detection中做过实验,Non-local这篇论文在COCO上面做了detection实验。Non-local涉及到两个feature map做矩阵乘法的操作,考虑到计算量的问题,一般放在high level 小feature map位置。

对于小物体检测的方面,我没有太多经验。不过我认为Non-local主要是针对Convolution缺点,增强全局关联性的。小物体精度可能更多是在feature map中小物体feature的保留。

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